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Automation Risk Analysis

Will “Technical Agronomist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Technical Agronomist” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 57% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

42%

“Technical Agronomist” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 42% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Soil and Plant Scientists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct research in breeding, physiology, production, yield, and management of crops and agricultural plants or trees, shrubs, and nursery stock, their growth in soils, and control of pests; or study the chemical, physical, biological, and mineralogical composition of soils as they relate to plant or crop growth. May classify and map soils and investigate effects of alternative practices on soil and crop productivity.

Avg. Annual Salary $83,040
Avg. Hourly Wage $39.92
Available Jobs (US) 16,600
Job Title & Hierarchy Code (SOC) Soil and Plant Scientists #19-1013
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Soil and Plant Scientists”

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Core Skills & Abilities

  • Conduct research to determine best methods of planting, spraying, cultivating, harvesting, storing, processing, or transporting horticultural products.

  • Perform chemical analyses of the microorganism content of soils to determine microbial reactions or chemical mineralogical relationships to plant growth.

  • Communicate research or project results to other professionals or the public or teach related courses, seminars, or workshops.

  • Investigate responses of soils to specific management practices to determine the use capabilities of soils and the effects of alternative practices on soil productivity.

  • Develop methods of conserving or managing soil that can be applied by farmers or forestry companies.

  • Develop ways of altering soils to suit different types of plants.

  • Identify degraded or contaminated soils and develop plans to improve their chemical, biological, or physical characteristics.

  • Identify or classify species of insects or allied forms, such as mites or spiders.

  • Study soil characteristics to classify soils on the basis of factors such as geographic location, landscape position, or soil properties.

  • Study insect distribution or habitat and recommend methods to prevent importation or spread of injurious species.

  • Conduct experiments to develop new or improved varieties of field crops, focusing on characteristics such as yield, quality, disease resistance, nutritional value, or adaptation to specific soils or climates.

  • Investigate soil problems or poor water quality to determine sources and effects.

  • Conduct experiments regarding causes of bee diseases or factors affecting yields of nectar or pollen.

  • Conduct experiments to investigate the underlying mechanisms of plant growth and response to the environment.

  • Plan or supervise land conservation or reclamation programs for industrial development projects.

  • Consult with engineers or other technical personnel working on construction projects about the effects of soil problems and possible solutions to these problems.

  • Develop improved measurement techniques, soil conservation methods, soil sampling devices, or related technology.

  • Survey undisturbed or disturbed lands for classification, inventory, mapping, environmental impact assessments, environmental protection planning, conservation planning, or reclamation planning.

  • Research technical requirements or environmental impacts of urban green spaces, such as green roof installations.

  • Provide advice regarding the development of regulatory standards for land reclamation or soil conservation.

  • Develop environmentally safe methods or products for controlling or eliminating weeds, crop diseases, or pests.

  • Develop new or improved methods or products for controlling or eliminating weeds, crop diseases, or insect pests.

  • Plan or supervise waste management programs for composting or farming.

  • Study ways to improve agricultural sustainability, such as the use of new methods of composting.

  • Conduct experiments investigating how soil forms, changes, or interacts with land-based ecosystems or living organisms.

  • Provide information or recommendations to farmers or other landowners regarding ways in which they can best use land, promote plant growth, or avoid or correct problems such as erosion.

  • Conduct research into the use of plant species as green fuels or in the production of green fuels.

Technologies & Software

  • Autodesk AutoCAD
  • NotebookLM (Google)
  • PedonCE
  • Mistral AI (chat/models)
  • Microsoft Access
  • Qwen (Alibaba)
  • Llama (Meta)
  • GEOEAS
  • IBM SPSS Statistics
  • DeepSeek
  • Semantic Scholar AI
  • Claude (Anthropic)
  • Microsoft Excel
  • Gstat
  • STATISTICA
  • Geographic information system GIS software
  • Microsoft Active Server Pages ASP
  • Elicit
  • National Soil Information System NASIS
  • European Soil Erosion Model EUROSEM
  • LandSerf
  • Soil information databases
  • SoilVision Systems SVOFFICE
  • Consensus
  • Geographic information system GIS systems
  • Gemini for Workspace
  • Nova (Amazon)
  • Erosion Productivity Impact Calculator EPIC
  • SAS
  • GAEA Technologies WinSieve
  • National Resources Conservation Service NRCS PEDON Description Program PDP
  • Kimi (Moonshot AI)
  • Microsoft PowerPoint
  • UNSATFLOW
  • Scite AI
  • ESRI ArcGIS software
  • PC-Progress HYDRUS
  • R
  • Mistral (Mistral AI)
  • SGeMS
  • Perplexity AI
  • Water Erosion Prediction Project WEPP
  • Leica Geosystems ERDAS IMAGINE
  • Gemini (Google)
  • National Resources Conservation Service NRCS Soils Explorer
  • GSLIB
  • Microsoft Office software
  • ChatGPT (OpenAI)
  • Variogram Estimation and Spatial Prediction plus Error Vesper
  • SPAW
  • Word processing software
  • 3dMapper
  • Microsoft Word
  • Grok (xAI)
  • Flame photometers
  • Laboratory muffle furnaces
  • Atomic absorption AA spectrometers
  • Thermocouples
  • Luminometers
  • Electron microscopes
  • Inductively coupled plasma atomic emission spectrometers ICP-AES
  • Laser particle sizers
  • Gel dryers
  • Erlenmeyer flasks
  • pH indicators
  • Porometers
  • Polarizing microscopes
  • Personal digital assistants PDA
  • Desktop computers
  • Laboratory grinders
  • Polymerase chain reaction PCR equipment
  • Glass flasks
  • Infrared cameras
  • Tensiometers
  • Hand augers
  • Graduated glass cylinders
  • Heat flux plates
  • Ground penetrating radar GPR
  • Soil augers
  • Digital pH meters
  • Sample containers
  • Epifluorescence microscopes
  • High speed centrifuges
  • Laminar flow hoods
  • Laboratory sieves
  • Lysimeters
  • Laboratory mixers
  • Soil moisture neutron probes
  • Gamma ray spectrometers
  • Synthetic aperture radar SAR
  • Cell tissue culture incubators
  • Colorimeters
  • Gel electrophoresis systems
  • X ray fluorescence XRF spectrometers
  • Canopy analyzers
  • Reciprocating shaker water baths
  • Digital cameras
  • Laboratory test tubes
  • Laptop computers
  • Mass spectrometers
  • Hot water shaking baths
  • Microtiter plate readers
  • Calibrated soil scoops
  • Autosamplers
  • Soil analysis hydrometers
  • Ion chromatographs
  • Infrared gas analyzers
  • Refrigerated microfuges
  • Laboratory growth chambers
  • Conductivity meters
  • Soil thermometers
  • Circulating water baths
  • Gel documentation systems
  • Glass beakers
  • Osmometers
  • Personal computers
  • Fluorimeters
  • Global positioning system GPS receivers
  • Psychrometers
  • Precision balances
  • Organic carbon analyzers
  • Laboratory drying ovens
  • Spectrophotometers
  • Dataloggers
  • Light detection and ranging LIDAR systems